Microsoft · Associate
Microsoft Fabric Data Engineer Associate (DP-700)
Build data engineering solutions with Microsoft Fabric: ingestion, transformation, and optimization.
DP-700 exam at a glance
| Exam code | DP-700 |
|---|---|
| Vendor | Microsoft |
| Level | Associate |
| Domains | 3 |
| Published practice questions | 227 |
| Our mock exam | 55 questions in 100 minutes |
| Our practice pass target | 70% |
| Checked against the exam guide | August 25, 2026 |
| Official exam page | Microsoft — DP-700 |
The mock exam length, time limit and pass target are our practice settings, not official exam scores or a guarantee of passing. Check the official DP-700 exam page for the current format, price and scoring before you book.
DP-700 exam domains
Weights show our practice allocation, built from the official exam guide; official blueprints may give ranges. Each domain links to its free sample questions (with explanations) and study guide preview once they are published.
Implement and manage an analytics solution
33%Configure Fabric workspaces, lifecycle management, security, governance, and orchestration.
- Spark, domain, OneLake, and Dataflows Gen2 workspace settings
- Version control, database projects, deployment pipelines
- Workspace/item/row/column/object/folder-level access controls
- Dynamic data masking, sensitivity labels, item endorsement
- Fabric audit logs and OneLake security
- Choosing between Dataflows Gen2, pipelines, and notebooks
- Schedules and event-based triggers
- Orchestration patterns with parameters and dynamic expressions
Free Implement and manage an analytics solution practice questions →Implement and manage an analytics solution study guide →
Ingest and transform data
33%Design loading patterns and ingest/transform batch and streaming data.
- Full vs incremental loads; dimensional model loading; streaming load patterns
- Choosing data stores; Dataflows Gen2 vs notebooks vs KQL vs T-SQL
- OneLake shortcuts and mirroring
- Pipeline-based ingestion
- Transformations with PySpark, SQL, and KQL
- Denormalization, grouping, aggregation
- Duplicate, missing, and late-arriving data handling
- Streaming: eventstreams, Spark structured streaming, KQL windowing functions
Free Ingest and transform data practice questions →Ingest and transform data study guide →
Monitor and optimize an analytics solution
34%Monitor Fabric items, identify and resolve errors, and optimize performance.
- Monitoring data ingestion, transformation, and semantic model refresh
- Configuring alerts
- Troubleshooting pipeline, dataflow, notebook, eventhouse, eventstream errors
- T-SQL and Delta table performance optimization (V-Order, OPTIMIZE, VACUUM)
- Spark performance: partitioning, caching, pools
- Eventstream and eventhouse optimization
- Lakehouse table maintenance
- Capacity monitoring and throttling awareness
Free Monitor and optimize an analytics solution practice questions →Monitor and optimize an analytics solution study guide →
DP-700 FAQ
How is the Fabric Data Engineer Associate (DP-700) practice assessment configured?
Our practice format targets 55 questions in 100 minutes. Availability depends on the published question bank and is shown on this course page. Official exam question counts and formats may differ.
What does the 70% practice target mean?
Microsoft technical exams use a scaled passing score of 700; this is not equivalent to 70% correct. DataCertPrep uses 70% as an internal practice target, not a prediction or guarantee of passing.
How should I assess my progress in Fabric Data Engineer Associate (DP-700)?
Use practice accuracy to find weak topics. Repeating familiar questions can inflate your score. Check coverage of the current objectives, practise hands-on tasks, and assess yourself on unseen questions.
What is the best way to study Fabric Data Engineer Associate (DP-700)?
Read the available guides, work through practice explanations, use flashcards and complete practical exercises. Take a timed assessment when available. Check the provider's current exam guide before booking your exam.
Should I use DP-700 exam dumps?
No. "Dumps" are questions copied or recalled from the live exam. Certification exams are covered by a candidate agreement that prohibits sharing or using them, and breaking it can lead to a revoked certification or a ban from future exams. Dumps are also often wrong, and they go out of date when the exam blueprint changes. Memorising answers does not build the skills the exam tests. Study the official Microsoft exam guide and practise with original questions that explain each answer, such as the free sample questions linked on this page.
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